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stages: |
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data_ingestion: |
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cmd: python src/kidney_classification/pipeline/stage_01_data_ingestion.py |
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deps: |
|
- src/kidney_classification/pipeline/stage_01_data_ingestion.py |
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- config/config.yaml |
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outs: |
|
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone |
|
|
|
prepare_base_model: |
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cmd: python src/kidney_classification/pipeline/stage_02_prepare_base_model.py |
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deps: |
|
- src/kidney_classification/pipeline/stage_02_prepare_base_model.py |
|
- config/config.yaml |
|
params: |
|
- IMAGE_SIZE |
|
- INCLUDE_TOP |
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- CLASSES |
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- WEIGHTS |
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outs: |
|
- artifacts/prepare_base_model |
|
|
|
training: |
|
cmd: python src/kidney_classification/pipeline/stage_03_model_training.py |
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deps: |
|
- src/kidney_classification/pipeline/stage_03_model_training.py |
|
- config/config.yaml |
|
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone |
|
- artifacts/prepare_base_model |
|
params: |
|
- IMAGE_SIZE |
|
- BATCH_SIZE |
|
- EPOCHS |
|
outs: |
|
- artifacts/training/model.h5 |
|
|
|
evaluation: |
|
cmd: python src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py |
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deps: |
|
- src/kidney_classification/pipeline/stage_04_model_evaluation_with_mlflow.py |
|
- config/config.yaml |
|
- artifacts/data_ingestion/CT-KIDNEY-DATASET-Normal-Cyst-Tumor-Stone |
|
- artifacts/training/model.h5 |
|
params: |
|
- IMAGE_SIZE |
|
- BATCH_SIZE |
|
- EPOCHS |
|
metrics: |
|
- scores.json: |
|
cache: false |
|
|